Experimental results in Section  show that our proposed hierarchical search accelerates the overall search process without any decrease in the performance of the obtained neural architecture. Moreover, our proposed hierarchical SHGO-based algorithm involves much less computational workload compared to the original (one-level) SHGO-based algorithm and RL-based approaches [1]}; this even enables us to do NAS on a real Raspberry Pi-3B processor.
